Should you perform conditioning training until you cannot go on any longer?I'm not a Fitness Professional and my experience comes from weight training where everything is about recovery so I can't really speak specifically to swimming. I think for the vast majority of people the downsides far outweigh the benefits. If you want to increase speed - why not do sprints or speed drills?